{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "027840f9-1507-4949-a1e4-05df6a1f5b89",
   "metadata": {
    "ExecutionIndicator": {
     "show": true
    },
    "execution": {
     "iopub.execute_input": "2025-05-12T10:37:52.067732Z",
     "iopub.status.busy": "2025-05-12T10:37:52.067379Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 1/100: 100%|██████████| 782/782 [02:34<00:00,  5.06it/s, loss=0.0628]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1, Loss: 0.0879\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 2/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0741]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 2, Loss: 0.0670\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 3/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0574]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 3, Loss: 0.0641\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 4/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0692]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 4, Loss: 0.0625\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 5/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0787]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 5, Loss: 0.0623\n"
     ]
    },
    {
     "data": {
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       "model_id": "59343c9fbc5940c18b4a7257ff691a13",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 6/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0582]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 6, Loss: 0.0616\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 7/100: 100%|██████████| 782/782 [02:34<00:00,  5.07it/s, loss=0.0736]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 7, Loss: 0.0612\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 8/100: 100%|██████████| 782/782 [01:59<00:00,  6.53it/s, loss=0.0706]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 8, Loss: 0.0608\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 9/100: 100%|██████████| 782/782 [02:26<00:00,  5.35it/s, loss=0.0732]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 9, Loss: 0.0602\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 10/100: 100%|██████████| 782/782 [02:33<00:00,  5.08it/s, loss=0.0741]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 10, Loss: 0.0601\n"
     ]
    },
    {
     "data": {
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       "model_id": "ab8ff0cfcba44ccbbbb02a06232e9b6f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 11/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0562]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 11, Loss: 0.0598\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 12/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0714]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 12, Loss: 0.0597\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 13/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.069] \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 13, Loss: 0.0594\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 14/100: 100%|██████████| 782/782 [02:34<00:00,  5.07it/s, loss=0.0711]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 14, Loss: 0.0590\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 15/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0722]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 15, Loss: 0.0590\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1a1e39cb53f7476dab7d14fb09d4fc5a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 16/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0546]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 16, Loss: 0.0588\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 17/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.07]  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 17, Loss: 0.0588\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 18/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0678]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 18, Loss: 0.0586\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 19/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0691]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 19, Loss: 0.0582\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 20/100: 100%|██████████| 782/782 [02:34<00:00,  5.07it/s, loss=0.0704]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 20, Loss: 0.0583\n"
     ]
    },
    {
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       "model_id": "6b0f5439b4494640a190bf63ead1eb64",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 21/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0537]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 21, Loss: 0.0582\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 22/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0687]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 22, Loss: 0.0582\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 23/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0666]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 23, Loss: 0.0581\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 24/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0674]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 24, Loss: 0.0577\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 25/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0687]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 25, Loss: 0.0578\n"
     ]
    },
    {
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       "model_id": "ddb56f40c2fb421987cb8f3949e34df7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 26/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0527]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 26, Loss: 0.0577\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 27/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0669]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 27, Loss: 0.0577\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 28/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0656]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 28, Loss: 0.0576\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 29/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0659]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 29, Loss: 0.0573\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 30/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0676]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 30, Loss: 0.0573\n"
     ]
    },
    {
     "data": {
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       "model_id": "0353a6ab5de34a6c8e1d19245cc88d8a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 31/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0518]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 31, Loss: 0.0573\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 32/100: 100%|██████████| 782/782 [02:34<00:00,  5.07it/s, loss=0.0655]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 32, Loss: 0.0573\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 33/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0645]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 33, Loss: 0.0572\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 34/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0645]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 34, Loss: 0.0569\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 35/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0665]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 35, Loss: 0.0570\n"
     ]
    },
    {
     "data": {
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       "model_id": "657bf4daf09942a5a6e784ea9deb874f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 36/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0508]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 36, Loss: 0.0569\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 37/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0641]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 37, Loss: 0.0570\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 38/100: 100%|██████████| 782/782 [02:34<00:00,  5.07it/s, loss=0.0637]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 38, Loss: 0.0569\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 39/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0637]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 39, Loss: 0.0566\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 40/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0647]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 40, Loss: 0.0566\n"
     ]
    },
    {
     "data": {
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       "model_id": "d7cc0ee25b4447539ffd0139d344d375",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 41/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0499]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 41, Loss: 0.0566\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 42/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0626]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 42, Loss: 0.0567\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 43/100: 100%|██████████| 782/782 [02:35<00:00,  5.03it/s, loss=0.0631]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 43, Loss: 0.0566\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 44/100: 100%|██████████| 782/782 [02:34<00:00,  5.06it/s, loss=0.0626]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 44, Loss: 0.0562\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 45/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0635]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 45, Loss: 0.0564\n"
     ]
    },
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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 46/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.049] \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 46, Loss: 0.0563\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 47/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0615]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 47, Loss: 0.0564\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 48/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0621]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 48, Loss: 0.0563\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 49/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.061] \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 49, Loss: 0.0559\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 50/100: 100%|██████████| 782/782 [02:34<00:00,  5.06it/s, loss=0.0625]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 50, Loss: 0.0561\n"
     ]
    },
    {
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      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
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     },
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    },
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      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 51/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0478]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 51, Loss: 0.0560\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 52/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0602]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 52, Loss: 0.0561\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 53/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0614]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 53, Loss: 0.0560\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 54/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.06]  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 54, Loss: 0.0557\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 55/100: 100%|██████████| 782/782 [02:34<00:00,  5.07it/s, loss=0.0613]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 55, Loss: 0.0558\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
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       "model_id": "4598da04da9d4c72b8df2b14a0ecf96b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 56/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0473]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 56, Loss: 0.0557\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 57/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.059] \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 57, Loss: 0.0559\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 58/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0609]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 58, Loss: 0.0558\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 59/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0585]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 59, Loss: 0.0554\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 60/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0605]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 60, Loss: 0.0556\n"
     ]
    },
    {
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       "model_id": "65a950449d0940da8e3246d600b8162c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 61/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0463]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 61, Loss: 0.0555\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 62/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0585]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 62, Loss: 0.0556\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 63/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0604]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 63, Loss: 0.0555\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 64/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0579]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 64, Loss: 0.0552\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 65/100: 100%|██████████| 782/782 [02:35<00:00,  5.04it/s, loss=0.0597]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 65, Loss: 0.0553\n"
     ]
    },
    {
     "data": {
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       "model_id": "0601a76e9240418aa6ebe812403bd8cc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 66/100: 100%|██████████| 782/782 [02:34<00:00,  5.05it/s, loss=0.0457]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 66, Loss: 0.0553\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 67/100:  16%|█▋        | 129/782 [00:25<02:09,  5.05it/s, loss=0.0564]"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "from torchvision import transforms\n",
    "from torch.utils.data import DataLoader\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "from PIL import Image\n",
    "from diffusers import DDPMScheduler, UNet2DModel, DDPMPipeline\n",
    "import os\n",
    "\n",
    "# 1. 数据集加载与预处理\n",
    "def load_cifar10(batch_size=64, image_size=32):\n",
    "    \"\"\"加载CIFAR-10数据集\"\"\"\n",
    "    transform = transforms.Compose([\n",
    "        transforms.Resize((image_size, image_size)),\n",
    "        transforms.RandomHorizontalFlip(),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize([0.5], [0.5]),  # 归一化到[-1, 1]\n",
    "    ])\n",
    "    \n",
    "    dataset = torchvision.datasets.CIFAR10(\n",
    "        root='./data', \n",
    "        train=True, \n",
    "        download=True, \n",
    "        transform=transform\n",
    "    )\n",
    "    \n",
    "    dataloader = DataLoader(\n",
    "        dataset, \n",
    "        batch_size=batch_size, \n",
    "        shuffle=True, \n",
    "        num_workers=4\n",
    "    )\n",
    "    return dataloader\n",
    "\n",
    "def show_images(x):\n",
    "    \"\"\"显示图像网格\"\"\"\n",
    "    x = x * 0.5 + 0.5  # 从[-1, 1]转换回[0, 1]\n",
    "    grid = torchvision.utils.make_grid(x)\n",
    "    grid_im = grid.detach().cpu().permute(1, 2, 0).clip(0, 1) * 255\n",
    "    grid_im = Image.fromarray(np.array(grid_im).astype(np.uint8))\n",
    "    return grid_im\n",
    "\n",
    "# 2. 模型与训练设置\n",
    "def create_model(image_size=32):\n",
    "    \"\"\"创建UNet2D模型\"\"\"\n",
    "    model = UNet2DModel(\n",
    "        sample_size=image_size,\n",
    "        in_channels=3,\n",
    "        out_channels=3,\n",
    "        layers_per_block=2,\n",
    "        block_out_channels=(64, 128, 128, 256),\n",
    "        down_block_types=(\n",
    "            \"DownBlock2D\",\n",
    "            \"DownBlock2D\",\n",
    "            \"AttnDownBlock2D\",\n",
    "            \"AttnDownBlock2D\",\n",
    "        ),\n",
    "        up_block_types=(\n",
    "            \"AttnUpBlock2D\",\n",
    "            \"AttnUpBlock2D\",\n",
    "            \"UpBlock2D\",\n",
    "            \"UpBlock2D\",\n",
    "        ),\n",
    "    )\n",
    "    return model\n",
    "\n",
    "def train_model(model, dataloader, num_epochs=30):\n",
    "    \"\"\"训练扩散模型\"\"\"\n",
    "    device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "    model.to(device)\n",
    "    \n",
    "    # 噪声调度器\n",
    "    noise_scheduler = DDPMScheduler(\n",
    "        num_train_timesteps=1000, \n",
    "        beta_schedule=\"squaredcos_cap_v2\"\n",
    "    )\n",
    "    \n",
    "    # 优化器\n",
    "    optimizer = torch.optim.AdamW(model.parameters(), lr=4e-4)\n",
    "    \n",
    "    losses = []\n",
    "    \n",
    "    for epoch in range(num_epochs):\n",
    "        epoch_loss = 0\n",
    "        progress_bar = tqdm(dataloader, desc=f\"Epoch {epoch+1}/{num_epochs}\")\n",
    "        \n",
    "        for batch in progress_bar:\n",
    "            clean_images = batch[0].to(device)\n",
    "            \n",
    "            # 随机噪声\n",
    "            noise = torch.randn(clean_images.shape).to(device)\n",
    "            bs = clean_images.shape[0]\n",
    "            \n",
    "            # 随机时间步\n",
    "            timesteps = torch.randint(\n",
    "                0, noise_scheduler.num_train_timesteps, \n",
    "                (bs,), device=device\n",
    "            ).long()\n",
    "            \n",
    "            # 添加噪声\n",
    "            noisy_images = noise_scheduler.add_noise(clean_images, noise, timesteps)\n",
    "            \n",
    "            # 预测噪声\n",
    "            noise_pred = model(noisy_images, timesteps, return_dict=False)[0]\n",
    "            \n",
    "            # 计算损失\n",
    "            loss = torch.nn.functional.mse_loss(noise_pred, noise)\n",
    "            loss.backward()\n",
    "            \n",
    "            # 更新参数\n",
    "            optimizer.step()\n",
    "            optimizer.zero_grad()\n",
    "            \n",
    "            epoch_loss += loss.item()\n",
    "            progress_bar.set_postfix(loss=loss.item())\n",
    "        \n",
    "        avg_loss = epoch_loss / len(dataloader)\n",
    "        losses.append(avg_loss)\n",
    "        print(f\"Epoch {epoch+1}, Loss: {avg_loss:.4f}\")\n",
    "        \n",
    "        # 每5个epoch保存一次模型和生成样本\n",
    "        if (epoch + 1) % 5 == 0:\n",
    "            # 保存模型\n",
    "            torch.save(model.state_dict(), f\"saved_models/diffusion_model/ddpm_cifar10_epoch{epoch+1}.pth\")\n",
    "            \n",
    "            # 生成样本\n",
    "            generate_samples(model, noise_scheduler, epoch+1, device)\n",
    "    \n",
    "    # 绘制损失曲线\n",
    "    plot_losses(losses)\n",
    "    \n",
    "    return model, noise_scheduler\n",
    "\n",
    "def generate_samples(model, noise_scheduler, epoch, device, num_samples=8):\n",
    "    \"\"\"生成样本图像\"\"\"\n",
    "    model.eval()\n",
    "    \n",
    "    # 使用pipeline生成\n",
    "    pipeline = DDPMPipeline(\n",
    "        unet=model,\n",
    "        scheduler=noise_scheduler\n",
    "    ).to(device)\n",
    "    \n",
    "    # 生成图像\n",
    "    with torch.no_grad():\n",
    "        images = pipeline(\n",
    "            batch_size=num_samples,\n",
    "            generator=torch.manual_seed(42)\n",
    "        )  # This parenthesis was missing\n",
    "        \n",
    "        # Convert PIL Images to tensors\n",
    "        image_tensors = [transforms.ToTensor()(img) for img in images.images]\n",
    "        image_tensors = torch.stack(image_tensors)\n",
    "    \n",
    "    # 保存图像\n",
    "    os.makedirs(\"images/diffusion_model\", exist_ok=True)\n",
    "    grid = torchvision.utils.make_grid(image_tensors, nrow=4)\n",
    "    \n",
    "    # Save the grid\n",
    "    save_path = f\"images/diffusion_model/samples_epoch_{epoch}.png\"\n",
    "    torchvision.utils.save_image(grid, save_path)\n",
    "    \n",
    "    # 显示图像\n",
    "    plt.figure(figsize=(8, 8))\n",
    "    plt.imshow(grid.permute(1, 2, 0).cpu())\n",
    "    plt.axis(\"off\")\n",
    "    plt.title(f\"Generated Samples - Epoch {epoch}\")\n",
    "    plt.show()\n",
    "            \n",
    "def generate_samples1(model, noise_scheduler, epoch, device, num_samples=8):\n",
    "    \"\"\"生成样本图像\"\"\"\n",
    "    model.eval()\n",
    "    \n",
    "    # 使用pipeline生成\n",
    "    pipeline = DDPMPipeline(\n",
    "        unet=model,\n",
    "        scheduler=noise_scheduler\n",
    "    ).to(device)\n",
    "    \n",
    "    # 生成图像\n",
    "    with torch.no_grad():\n",
    "        images = pipeline(\n",
    "            batch_size=num_samples,\n",
    "            generator=torch.manual_seed(42)\n",
    "        ).images\n",
    "    \n",
    "    # 保存图像\n",
    "    grid = torchvision.utils.make_grid(images, nrow=4)\n",
    "    save_image(grid, f\"images/diffusion_model/samples_epoch_{epoch}.png\")\n",
    "    \n",
    "    # 显示图像\n",
    "    plt.figure(figsize=(8, 8))\n",
    "    plt.imshow(grid.permute(1, 2, 0).cpu())\n",
    "    plt.axis(\"off\")\n",
    "    plt.title(f\"Generated Samples - Epoch {epoch}\")\n",
    "    plt.show()\n",
    "\n",
    "def plot_losses(losses):\n",
    "    \"\"\"绘制损失曲线\"\"\"\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.plot(losses, label=\"Training Loss\")\n",
    "    plt.xlabel(\"Epoch\")\n",
    "    plt.ylabel(\"Loss\")\n",
    "    plt.title(\"Training Loss Curve\")\n",
    "    plt.legend()\n",
    "    plt.savefig(\"images/diffusion_model/training_loss.png\")\n",
    "    plt.show()\n",
    "\n",
    "# 主函数\n",
    "def main():\n",
    "    # 加载数据\n",
    "    batch_size = 64\n",
    "    dataloader = load_cifar10(batch_size)\n",
    "    \n",
    "    # 可视化一些训练样本\n",
    "    sample_batch = next(iter(dataloader))[0][:8]\n",
    "    grid = show_images(sample_batch)\n",
    "    plt.figure(figsize=(8, 8))\n",
    "    plt.imshow(grid)\n",
    "    plt.axis(\"off\")\n",
    "    plt.title(\"Training Samples\")\n",
    "    plt.show()\n",
    "    \n",
    "    # 创建模型\n",
    "    model = create_model()\n",
    "    \n",
    "    # 训练模型\n",
    "    num_epochs = 100\n",
    "    model, noise_scheduler = train_model(model, dataloader, num_epochs)\n",
    "    \n",
    "    # 保存最终模型\n",
    "    torch.save(model.state_dict(), \"saved_models/diffusion_model/ddpm_cifar10_final.pth\")\n",
    "    print(\"Training completed and model saved!\")\n",
    "    \n",
    "    # 创建pipeline并保存\n",
    "    pipeline = DDPMPipeline(\n",
    "        unet=model,\n",
    "        scheduler=noise_scheduler\n",
    "    )\n",
    "    pipeline.save_pretrained(\"saved_models/diffusion_model/ddpm_cifar10_pipeline\")\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    main()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "11a10da0-ff4a-426b-b30a-a95e439ac7ff",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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